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Nico Ivan Rosales

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#reinforcement learning Open access Sep 2026

Machine Learning in Industrial Logic Gate Synthesis: Operational Capabilities and Verification Constraints

AbstractProgrammable Logic Controllers (PLCs) rely on fixed-threshold comparators that frequently trigger false emergency trips when exposed to electromagnetic interference, thermal drift, and mechanical vibrations. This paper evaluates applying machine learning to industrial logic gate synthesis, using Graph Neural Ne...

Nico Ivan Rosales · 0 citations
#reinforcement learning Open access Sep 2026

Machine Learning in Industrial Logic Gate Synthesis: Operational Capabilities and Verification Constraints

AbstractProgrammable Logic Controllers (PLCs) rely on fixed-threshold comparators that frequently trigger false emergency trips when exposed to electromagnetic interference, thermal drift, and mechanical vibrations. This paper evaluates applying machine learning to industrial logic gate synthesis, using Graph Neural Ne...

Nico Ivan Rosales · 0 citations

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